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Development of clusterwise methods for high dimensional symbolic data and its applications

Research Project

Project/Area Number 23500343
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Statistical science
Research InstitutionUniversity of Tsukuba

Principal Investigator

SATO-ILIC Mika  筑波大学, システム情報系, 教授 (60269214)

Co-Investigator(Kenkyū-buntansha) AOSHIMA Makoto  筑波大学, 数理物質系, 教授 (90246679)
SHIMIZU Nobuo  統計数理研究所, サービス科学研究センター, 助教 (00332130)
Co-Investigator(Renkei-kenkyūsha) TANAKA Kazuo  電気通信大学, 情報工学研究科, 教授 (00227125)
Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2012: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2011: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Keywords分類 / パターン認識 / シンボリックデータ / 高次元小標本データ / クラスタリング / データマイニング / ファジィクラスタリング / 類似性 / クラスター間相関 / 遺伝子データ / シンボリックデータ解析 / 主成分分析
Research Abstract

A problem with conventional statistical analyses for high dimension low sample-size data is that an efficient solution will not be obtained. Methods to solve this problem for symbolic data have not been proposed. Therefore, this research develops methods for high dimension low sample-size symbolic data and proposes a new knowledge discovery method considering a variety of data with an evaluation of the performance of this method.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (45 results)

All 2014 2013 2012 2011 Other

All Journal Article (18 results) (of which Peer Reviewed: 18 results) Presentation (24 results) (of which Invited: 10 results) Book (3 results)

  • [Journal Article] Fuzzy Dissimilarity Based Multidimensional Scaling and Its Application to Collaborative Learning Data2013

    • Author(s)
      M. Sato-Ilic, P. Ilic
    • Journal Title

      Procedia Computer Sciences, Elsevier

      Volume: Vol.20 Pages: 490-495

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Two Covariances Harnessing Fuzzy Clustering Based PCA for Discrimination of Microarray Data2013

    • Author(s)
      M. Sato-Ilic
    • Journal Title

      Lecture Notes in Bioinformatics, Springer-Verlag, Berlin Heidelberg (Germany)

      Volume: 7845 Pages: 158-172

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fuzzy Dissimilarity Based Multidimensional Scaling and Its Application to Collaborative Learning Data2013

    • Author(s)
      Sato-Ilic, M., Ilic, P.
    • Journal Title

      Procedia Computer Science

      Volume: 20 Pages: 490-495

    • DOI

      10.1016/j.procs.2013.09.308

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fuzzy Clustering Based Correlation and Its Application to Principal Component Analysis2013

    • Author(s)
      M. Sato-Ilic
    • Journal Title

      the 59th ISI World Statistics Congress

      Volume: CPS021, paper 5 Pages: 1-6

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 高次元データの統計的方法論2013

    • Author(s)
      青嶋 誠、矢田和善
    • Journal Title

      日本統計学会誌

      Volume: 43 Pages: 123-150

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] PCA consistency for the power spiked model in high-dimensional settings2013

    • Author(s)
      Yata, K., Aoshima, M.
    • Journal Title

      J. Multivariate Anal.

      Volume: 122 Pages: 334-354

    • DOI

      10.1016/j.jmva.2013.08.003

    • NAID

      120007136793

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Two Covariances Harnessing Fuzzy Clustering for Discrimination of Microarray Data2013

    • Author(s)
      M. Sato-Ilic
    • Journal Title

      Lecture Notes in Bioinformatics, Springer-Verlag, Berlin Heidelberg (Germany)

      Volume: 1 Pages: 158-172

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Correlation tests for high-dimensional data using extended cross-data-matrix methodology2013

    • Author(s)
      Yata, K.
    • Journal Title

      J. Multivariate Anal.

      Volume: 117 Pages: 313-331

    • DOI

      10.1016/j.jmva.2013.03.007

    • NAID

      120007137031

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] On Fuzzy Clustering Based Correlation, Procedia Computer Sciences2012

    • Author(s)
      M. Sato-Ilic
    • Journal Title

      Elsevier

      Volume: Vol.12 Pages: 230-235

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] On fuzzy clustering based correlation2012

    • Author(s)
      Sato-Ilic, M.
    • Journal Title

      Procedia Computer Sciences

      Volume: 12 Pages: 230-235

    • DOI

      10.1016/j.procs.2012.09.061

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Structural Analysis based on Similarity between Fuzzy Clusters and its Application to Evaluation Data2012

    • Author(s)
      R. Chiba, T. Furutani, M. Sato-Ilic
    • Journal Title

      Intelligent Decision Technologies, Springer-Verlag, Berlin Heidelberg (Germany)

      Volume: 1 Pages: 77-87

    • DOI

      10.1007/978-3-642-29977-3_8

    • ISBN
      9783642299766, 9783642299773
    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Analysis of Web Survey Data based on Similarity of Fuzzy Clusters2012

    • Author(s)
      R. Chiba, M. Sato-Ilic
    • Journal Title

      Procedia Computer Sciences, Elsevier

      Volume: 12 Pages: 224-229

    • DOI

      10.1016/j.procs.2012.09.060

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Fuzzy Clustering Model based on Operators on a Product Space of Linear Spaces2012

    • Author(s)
      M. Sato-Ilic
    • Journal Title

      20th International Conference on Computational Statistics

      Volume: 1 Pages: 745-756

    • DOI

      10.1109/cibcb.2011.5948471

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Structural Classification based Correlation and its Application to Principal Component Analysis for High-Dimension Low-Sample Size Data2012

    • Author(s)
      M. Sato-Ilic
    • Journal Title

      IEEE World Congress on Computational Intelligence

      Volume: 1 Pages: 981-988

    • DOI

      10.1109/fuzz-ieee.2012.6251200

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Effective PCA for high-dimension, low-sample-size data with noise reduction via geometric reprensentations2012

    • Author(s)
      Yata, K., Aoshima, M.
    • Journal Title

      J.Multivariate Anal.

      Volume: 105 Issue: 1 Pages: 193-215

    • DOI

      10.1016/j.jmva.2011.09.002

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] A learning based self-organized additive fuzzy clustering method and its application for EEG data2012

    • Author(s)
      Kuwata, T.
    • Journal Title

      International Journal of Knowledge-Based and Intelligent Engineering Systems

      Volume: 16 Issue: 1 Pages: 69-78

    • DOI

      10.3233/kes-2012-0238

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Symbolic Clustering with Interval-Valued Data, Procedia Computer Sciences2011

    • Author(s)
      M. Sato-Ilic
    • Journal Title

      Elsevier

      Volume: Vol.6 Pages: 358-363

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Symbolic clustering with interval-valued data, complex adaptive systems2011

    • Author(s)
      Sato-Ilic, M.
    • Journal Title

      Procedia Computer Sciences

      Volume: 6 Pages: 358-363

    • DOI

      10.1016/j.procs.2011.08.066

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Presentation] Cluster-based Scaling for Symbolic Data and its Applications in Decision Making2012

    • Author(s)
      M. Sato-Ilic
    • Organizer
      4th International Conference on Intelligent Decision Technologies (KES-IDT2012)
    • Place of Presentation
      長良川国際会議場, 岐阜県岐阜市
    • Year and Date
      2012-05-25
    • Related Report
      2013 Final Research Report
  • [Presentation] Cluster Harnessing Analyses for High Dimension Low Sample-Size Data2012

    • Author(s)
      M. Sato-Ilic
    • Organizer
      Department of Databases and Machine Learning, LIP6, University of Paris (UPMC)
    • Place of Presentation
      パリ大学, パリ, フランス
    • Year and Date
      2012-03-22
    • Related Report
      2013 Final Research Report
    • Invited
  • [Presentation] Intelligent Symbolic Clustering through High Dimensional Space2011

    • Author(s)
      M. Sato-Ilic
    • Organizer
      Department of Databases and Machine Learning, LIP6, University of Paris (UPMC)
    • Place of Presentation
      パリ大学, パリ, フランス
    • Year and Date
      2011-04-08
    • Related Report
      2013 Final Research Report
    • Invited
  • [Presentation] Clustering High Dimension Low Sample-Size Data with Fuzzy Cluster-based Principal Component Analysis2011

    • Author(s)
      M. Sato-Ilic
    • Organizer
      the 58th ISI World Statistics Congress
    • Place of Presentation
      Dublin Convention Centre(Ireland)
    • Related Report
      2011 Research-status Report
  • [Presentation] Identification of a Classifier on Subspace of Attributes for Symbolic Data2011

    • Author(s)
      M. Sato-Ilic
    • Organizer
      2011 年度統計関連学会連合大会
    • Place of Presentation
      九州大学(福岡市)
    • Related Report
      2011 Research-status Report
  • [Presentation] Application of a Learning-Based Self-Organized Additive Fuzzy Clustering Method Integrated with the COSA Algorithm2011

    • Author(s)
      T. Kuwata and M. Sato-Ilic
    • Organizer
      The 8th International Symposium on Management Engineering
    • Place of Presentation
      Chang Yung-Fa Foundation Hall(Taiwan)
    • Related Report
      2011 Research-status Report
  • [Presentation] Intelligent Symbolic Clustering through High Dimensional Space2011

    • Author(s)
      M. Sato-Ilic
    • Organizer
      UPMC Seminar(招待講演)
    • Place of Presentation
      University of Paris(France)
    • Related Report
      2011 Research-status Report
  • [Presentation] Fuzzy Clustering Induced Correlation for Feature Extraction in Lower Dimension Space

    • Author(s)
      M. Sato-Ilic
    • Organizer
      The 6th International Conference of the ERCIM WG on Computational and Methodological Statistics
    • Place of Presentation
      University of London, London, UK
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] 分類構造に基づく相関分析

    • Author(s)
      佐藤美佳
    • Organizer
      2013年度統計関連学会連合大会
    • Place of Presentation
      大阪大学
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Fuzzy Clustering-based Models and its Applications

    • Author(s)
      佐藤美佳
    • Organizer
      日本行動計量学会 岡山地域部会第51回研究会
    • Place of Presentation
      岡山理科大学
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Fuzzy Clustering-based Models

    • Author(s)
      佐藤美佳
    • Organizer
      第9回筑波大学ソフトコンピューティング学域セミナー
    • Place of Presentation
      筑波大学
    • Related Report
      2013 Annual Research Report
  • [Presentation] Effective Methodologies for High-Dimensional Data

    • Author(s)
      Aoshima, M.
    • Organizer
      Fourth International Workshop in Sequential Methodologies
    • Place of Presentation
      University of Georgia, Georgia, U.S.A.
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] 集約的シンボリックデータの非類似度

    • Author(s)
      清水信夫, 中野純司
    • Organizer
      2013年度統計関連学会連合大会
    • Place of Presentation
      大阪大学
    • Related Report
      2013 Annual Research Report
  • [Presentation] Cluster-based Scaling for Symbolic Data and its Applications in Decision Making

    • Author(s)
      M. Sato-Ilic
    • Organizer
      4th International Conference on Intelligent Decision Technologies (KES-IDT2012)
    • Place of Presentation
      Nagaragawa Convention Center, Gifu, Japan
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] Symbolic Nonlinear Fuzzy Clustering Model

    • Author(s)
      M. Sato-Ilic
    • Organizer
      ims-APRM2012
    • Place of Presentation
      Tsukuba International Congress Center, Tsukuba, Japan
    • Related Report
      2012 Research-status Report
  • [Presentation] Fuzzy Cluster based Principal Component Analysis for High-Dimension and Low-Sample Size Data

    • Author(s)
      M. Sato-Ilic
    • Organizer
      2012年度統計関連学会連合大会講演報告集
    • Place of Presentation
      北海道大学, 札幌
    • Related Report
      2012 Research-status Report
  • [Presentation] Classification of High-Dimension Low-Sample Size Data

    • Author(s)
      M. Sato-Ilic
    • Organizer
      第28回ファジィシステムシンポジウム講演論文集
    • Place of Presentation
      名古屋工業大学, 名古屋
    • Related Report
      2012 Research-status Report
  • [Presentation] 評価データのクラスタリングに基づくクラスター間類似度とその応用

    • Author(s)
      千葉龍之介, 佐藤美佳
    • Organizer
      日本分類学会第31回大会
    • Place of Presentation
      中央大学, 東京
    • Related Report
      2012 Research-status Report
  • [Presentation] Misclassification Rate Adjusted Classifier for Multiclass, High-Dimensional Data

    • Author(s)
      M. Aoshima
    • Organizer
      The Sixth International Workshop on Applied Probability
    • Place of Presentation
      Jerusalem, Israel
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] 高次元小標本データの統計学

    • Author(s)
      青嶋 誠,矢田和善
    • Organizer
      2012年度統計関連学会連合大会講演報告集
    • Place of Presentation
      北海道大学, 札幌
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] PCA Consistency for the Power Spiked Model in High-Dimensional Settings

    • Author(s)
      矢田和善,青嶋 誠
    • Organizer
      第7回日本統計学会春季集会
    • Place of Presentation
      学習院大学, 東京
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] Cluster Analysis for Interval-valued Functional Data

    • Author(s)
      N. Shimizu
    • Organizer
      ims-APRM2012
    • Place of Presentation
      Tsukuba International Congress Center, Tsukuba, Japan
    • Related Report
      2012 Research-status Report
  • [Presentation] 集約的シンボリックデータの混合分布モデルに基づくクラスタリング

    • Author(s)
      清水信夫, 中野純司
    • Organizer
      2012年度統計関連学会連合大会講演報告集
    • Place of Presentation
      北海道大学, 札幌
    • Related Report
      2012 Research-status Report
  • [Presentation] Clustering based on Normal Mixture Model for Aggregated Symbolic Data

    • Author(s)
      N. Shimizu, J. Nakano
    • Organizer
      3rd Workshop in Symbolic Data Analysis
    • Place of Presentation
      Madrid, Spain
    • Related Report
      2012 Research-status Report
  • [Book] データマイニング(第7.11 節), ものづくりに役立つ経営工学の辞典 - 180の知識 -2014

    • Author(s)
      佐藤美佳
    • Total Pages
      408
    • Publisher
      朝倉書店
    • Related Report
      2013 Annual Research Report
  • [Book] Fuzzy Data Analysis(Chapter 9)2014

    • Author(s)
      M. Sato-Ilic
    • Total Pages
      30
    • Publisher
      EOLSS
    • Related Report
      2013 Annual Research Report
  • [Book] データマイニング・テキストマイニング(第5 章, 第7 節), 感性工学ハンドブック- 感性をきわめる七つの道具2013

    • Author(s)
      佐藤美佳
    • Total Pages
      624
    • Publisher
      朝倉書店
    • Related Report
      2013 Annual Research Report

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Published: 2011-08-05   Modified: 2019-07-29  

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